Daily Activity Report

Dataset statistics

Number of variables	15
Number of observations	940
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	164.4 KiB
Average record size in memory	179.1 B

Variable types

Categorical	1
DateTime	1
Numeric	13

Alerts

`Calories` is highly overall correlated with `TotalDistance` and 3 other fields	High correlation
`FairlyActiveMinutes` is highly overall correlated with `ModeratelyActiveDistance` and 5 other fields	High correlation
`LightActiveDistance` is highly overall correlated with `LightlyActiveMinutes` and 3 other fields	High correlation
`LightlyActiveMinutes` is highly overall correlated with `LightActiveDistance` and 3 other fields	High correlation
`ModeratelyActiveDistance` is highly overall correlated with `FairlyActiveMinutes` and 5 other fields	High correlation
`TotalDistance` is highly overall correlated with `Calories` and 8 other fields	High correlation
`TotalSteps` is highly overall correlated with `Calories` and 8 other fields	High correlation
`TrackerDistance` is highly overall correlated with `Calories` and 8 other fields	High correlation
`VeryActiveDistance` is highly overall correlated with `FairlyActiveMinutes` and 5 other fields	High correlation
`VeryActiveMinutes` is highly overall correlated with `Calories` and 6 other fields	High correlation
`TotalSteps` has 77 (8.2%) zeros	Zeros
`TotalDistance` has 78 (8.3%) zeros	Zeros
`TrackerDistance` has 78 (8.3%) zeros	Zeros
`LoggedActivitiesDistance` has 908 (96.6%) zeros	Zeros
`VeryActiveDistance` has 413 (43.9%) zeros	Zeros
`ModeratelyActiveDistance` has 386 (41.1%) zeros	Zeros
`LightActiveDistance` has 85 (9.0%) zeros	Zeros
`SedentaryActiveDistance` has 858 (91.3%) zeros	Zeros
`VeryActiveMinutes` has 409 (43.5%) zeros	Zeros
`FairlyActiveMinutes` has 384 (40.9%) zeros	Zeros
`LightlyActiveMinutes` has 84 (8.9%) zeros	Zeros

Reproduction

Analysis started	2024-06-20 11:57:07.573953
Analysis finished	2024-06-20 11:57:28.638425
Duration	21.06 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

Id
Categorical

Distinct	33
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Memory size	61.6 KiB

1503960366	31
4388161847	31
2022484408	31
1844505072	31
2026352035	31
Other values (28)	785

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	9400
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1503960366
2nd row	1503960366
3rd row	1503960366
4th row	1503960366
5th row	1503960366

Common Values

Value	Count	Frequency (%)
1503960366	31	3.3%
4388161847	31	3.3%
2022484408	31	3.3%
1844505072	31	3.3%
2026352035	31	3.3%
4020332650	31	3.3%
4319703577	31	3.3%
2873212765	31	3.3%
1927972279	31	3.3%
8877689391	31	3.3%
Other values (23)	630	67.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1503960366	31	3.3%
2320127002	31	3.3%
8583815059	31	3.3%
8378563200	31	3.3%
8053475328	31	3.3%
7086361926	31	3.3%
4388161847	31	3.3%
5553957443	31	3.3%
4702921684	31	3.3%
4558609924	31	3.3%
Other values (23)	630	67.0%

Most occurring characters

Value	Count	Frequency (%)
0	1094	11.6%
7	1049	11.2%
2	998	10.6%
5	989	10.5%
8	988	10.5%
6	948	10.1%
3	907	9.6%
1	890	9.5%
4	884	9.4%
9	653	6.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9400	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1094	11.6%
7	1049	11.2%
2	998	10.6%
5	989	10.5%
8	988	10.5%
6	948	10.1%
3	907	9.6%
1	890	9.5%
4	884	9.4%
9	653	6.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9400	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1094	11.6%
7	1049	11.2%
2	998	10.6%
5	989	10.5%
8	988	10.5%
6	948	10.1%
3	907	9.6%
1	890	9.5%
4	884	9.4%
9	653	6.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9400	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1094	11.6%
7	1049	11.2%
2	998	10.6%
5	989	10.5%
8	988	10.5%
6	948	10.1%
3	907	9.6%
1	890	9.5%
4	884	9.4%
9	653	6.9%

ActivityDate
Date

Distinct	31
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	7.5 KiB

Minimum	2016-04-12 00:00:00
Maximum	2016-05-12 00:00:00

Histogram

Histogram with fixed size bins (bins=31)

TotalSteps
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	842
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7637.9106

Minimum	0
Maximum	36019
Zeros	77
Zeros (%)	8.2%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3789.75
median	7405.5
Q3	10727
95-th percentile	15485.1
Maximum	36019
Range	36019
Interquartile range (IQR)	6937.25

Descriptive statistics

Standard deviation	5087.1507
Coefficient of variation (CV)	0.66603957
Kurtosis	1.1691112
Mean	7637.9106
Median Absolute Deviation (MAD)	3446.5
Skewness	0.65289494
Sum	7179636
Variance	25879103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	77	8.2%
244	2	0.2%
6708	2	0.2%
9167	2	0.2%
6175	2	0.2%
10538	2	0.2%
1510	2	0.2%
8538	2	0.2%
7937	2	0.2%
4363	2	0.2%
Other values (832)	845	89.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	77	8.2%
4	1	0.1%
8	1	0.1%
9	1	0.1%
16	1	0.1%
17	1	0.1%
29	1	0.1%
31	1	0.1%
42	1	0.1%
44	1	0.1%

Value	Count	Frequency (%)
36019	1	0.1%
29326	1	0.1%
27745	1	0.1%
23629	1	0.1%
23186	1	0.1%
22988	1	0.1%
22770	1	0.1%
22359	1	0.1%
22244	1	0.1%
22026	1	0.1%

TotalDistance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	615
Distinct (%)	65.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4897021

Minimum	0
Maximum	28.030001
Zeros	78
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.6199999
median	5.2449999
Q3	7.7125
95-th percentile	11.6565
Maximum	28.030001
Range	28.030001
Interquartile range (IQR)	5.0925001

Descriptive statistics

Standard deviation	3.9246059
Coefficient of variation (CV)	0.71490325
Kurtosis	3.1130184
Mean	5.4897021
Median Absolute Deviation (MAD)	2.5600001
Skewness	1.1262736
Sum	5160.32
Variance	15.402532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	8.3%
2.599999905	5	0.5%
0.009999999776	5	0.5%
3.910000086	4	0.4%
4.949999809	4	0.4%
1.789999962	4	0.4%
4.329999924	4	0.4%
2.680000067	4	0.4%
3.50999999	4	0.4%
4.900000095	4	0.4%
Other values (605)	824	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	8.3%
0.009999999776	5	0.5%
0.01999999955	1	0.1%
0.02999999933	2	0.2%
0.03999999911	1	0.1%
0.07999999821	1	0.1%
0.09000000358	1	0.1%
0.1000000015	1	0.1%
0.1099999994	1	0.1%
0.1299999952	1	0.1%

Value	Count	Frequency (%)
28.03000069	1	0.1%
26.71999931	1	0.1%
25.29000092	1	0.1%
20.64999962	1	0.1%
20.39999962	1	0.1%
19.55999947	1	0.1%
19.34000015	1	0.1%
18.97999954	1	0.1%
18.25	1	0.1%
18.11000061	1	0.1%

TrackerDistance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	613
Distinct (%)	65.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4753511

Minimum	0
Maximum	28.030001
Zeros	78
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.6199999
median	5.2449999
Q3	7.71
95-th percentile	11.6565
Maximum	28.030001
Range	28.030001
Interquartile range (IQR)	5.0900002

Descriptive statistics

Standard deviation	3.9072759
Coefficient of variation (CV)	0.71361195
Kurtosis	3.2038891
Mean	5.4753511
Median Absolute Deviation (MAD)	2.5550003
Skewness	1.1345496
Sum	5146.83
Variance	15.266805
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	8.3%
2.599999905	5	0.5%
0.009999999776	5	0.5%
3.910000086	4	0.4%
2.680000067	4	0.4%
1.789999962	4	0.4%
4.329999924	4	0.4%
4.949999809	4	0.4%
3.50999999	4	0.4%
8.739999771	4	0.4%
Other values (603)	824	87.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78	8.3%
0.009999999776	5	0.5%
0.01999999955	1	0.1%
0.02999999933	2	0.2%
0.03999999911	1	0.1%
0.07999999821	1	0.1%
0.09000000358	1	0.1%
0.1000000015	1	0.1%
0.1099999994	1	0.1%
0.1299999952	1	0.1%

Value	Count	Frequency (%)
28.03000069	1	0.1%
26.71999931	1	0.1%
25.29000092	1	0.1%
20.64999962	1	0.1%
20.39999962	1	0.1%
19.55999947	1	0.1%
19.34000015	1	0.1%
18.97999954	1	0.1%
18.25	1	0.1%
18.11000061	1	0.1%

LoggedActivitiesDistance
Real number (ℝ)

ZEROS

Distinct	19
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10817094

Minimum	0
Maximum	4.942142
Zeros	908
Zeros (%)	96.6%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4.942142
Range	4.942142
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.61989652
Coefficient of variation (CV)	5.7307121
Kurtosis	41.295941
Mean	0.10817094
Median Absolute Deviation (MAD)	0
Skewness	6.2974404
Sum	101.68068
Variance	0.38427169
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	908	96.6%
2.092147112	9	1.0%
2.253081083	7	0.7%
4.081692219	1	0.1%
4.861792088	1	0.1%
4.878232002	1	0.1%
4.912367821	1	0.1%
2.832325935	1	0.1%
4.911146164	1	0.1%
4.885604858	1	0.1%
Other values (9)	9	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	908	96.6%
1.959596038	1	0.1%
2.092147112	9	1.0%
2.253081083	7	0.7%
2.785175085	1	0.1%
2.832325935	1	0.1%
3.167821884	1	0.1%
3.285414934	1	0.1%
4.081692219	1	0.1%
4.851306915	1	0.1%

Value	Count	Frequency (%)
4.94214201	1	0.1%
4.930550098	1	0.1%
4.924840927	1	0.1%
4.912367821	1	0.1%
4.911146164	1	0.1%
4.885604858	1	0.1%
4.878232002	1	0.1%
4.869782925	1	0.1%
4.861792088	1	0.1%
4.851306915	1	0.1%

VeryActiveDistance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	333
Distinct (%)	35.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5026809

Minimum	0
Maximum	21.92
Zeros	413
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.20999999
Q3	2.0524999
95-th percentile	6.4030001
Maximum	21.92
Range	21.92
Interquartile range (IQR)	2.0524999

Descriptive statistics

Standard deviation	2.6589412
Coefficient of variation (CV)	1.769465
Kurtosis	11.910951
Mean	1.5026809
Median Absolute Deviation (MAD)	0.20999999
Skewness	2.99617
Sum	1412.52
Variance	7.0699681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	43.9%
0.0700000003	9	1.0%
0.05999999866	6	0.6%
0.1400000006	5	0.5%
0.3300000131	5	0.5%
0.3400000036	4	0.4%
1.059999943	4	0.4%
0.3600000143	4	0.4%
1.00999999	4	0.4%
2.789999962	4	0.4%
Other values (323)	482	51.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	413	43.9%
0.01999999955	2	0.2%
0.03999999911	1	0.1%
0.05000000075	3	0.3%
0.05999999866	6	0.6%
0.0700000003	9	1.0%
0.07999999821	4	0.4%
0.09000000358	1	0.1%
0.1099999994	3	0.3%
0.1199999973	3	0.3%

Value	Count	Frequency (%)
21.92000008	1	0.1%
21.65999985	1	0.1%
13.39999962	1	0.1%
13.26000023	1	0.1%
13.23999977	1	0.1%
13.22000027	1	0.1%
13.13000011	1	0.1%
13.06999969	1	0.1%
12.78999996	1	0.1%
12.53999996	1	0.1%

ModeratelyActiveDistance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	211
Distinct (%)	22.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56754255

Minimum	0
Maximum	6.48
Zeros	386
Zeros (%)	41.1%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.23999999
Q3	0.80000001
95-th percentile	2.1300001
Maximum	6.48
Range	6.48
Interquartile range (IQR)	0.80000001

Descriptive statistics

Standard deviation	0.88358032
Coefficient of variation (CV)	1.556853
Kurtosis	10.125629
Mean	0.56754255
Median Absolute Deviation (MAD)	0.23999999
Skewness	2.7711936
Sum	533.49
Variance	0.78071418
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	386	41.1%
0.200000003	9	1.0%
0.2800000012	9	1.0%
0.400000006	9	1.0%
0.25	8	0.9%
0.3100000024	8	0.9%
0.9300000072	8	0.9%
0.4199999869	8	0.9%
0.2700000107	7	0.7%
0.5699999928	7	0.7%
Other values (201)	481	51.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	386	41.1%
0.009999999776	1	0.1%
0.01999999955	1	0.1%
0.02999999933	3	0.3%
0.03999999911	3	0.3%
0.05000000075	3	0.3%
0.05999999866	3	0.3%
0.0700000003	2	0.2%
0.07999999821	4	0.4%
0.09000000358	2	0.2%

Value	Count	Frequency (%)
6.480000019	1	0.1%
6.210000038	1	0.1%
5.599999905	1	0.1%
5.400000095	1	0.1%
5.239999771	1	0.1%
5.119999886	1	0.1%
4.579999924	1	0.1%
4.559999943	1	0.1%
4.349999905	1	0.1%
4.21999979	3	0.3%

LightActiveDistance
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	491
Distinct (%)	52.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3408191

Minimum	0
Maximum	10.71
Zeros	85
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.945
median	3.3649999
Q3	4.7825001
95-th percentile	6.462
Maximum	10.71
Range	10.71
Interquartile range (IQR)	2.8375001

Descriptive statistics

Standard deviation	2.0406554
Coefficient of variation (CV)	0.61082486
Kurtosis	-0.18030027
Mean	3.3408191
Median Absolute Deviation (MAD)	1.4200002
Skewness	0.18224747
Sum	3140.37
Variance	4.1642744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	9.0%
4.179999828	6	0.6%
3.170000076	6	0.6%
4.880000114	6	0.6%
3.230000019	6	0.6%
3.940000057	5	0.5%
3.25999999	5	0.5%
0.009999999776	5	0.5%
4.460000038	5	0.5%
5.409999847	5	0.5%
Other values (481)	806	85.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	9.0%
0.009999999776	5	0.5%
0.01999999955	1	0.1%
0.02999999933	3	0.3%
0.03999999911	1	0.1%
0.05999999866	1	0.1%
0.09000000358	1	0.1%
0.1000000015	1	0.1%
0.1099999994	1	0.1%
0.1299999952	2	0.2%

Value	Count	Frequency (%)
10.71000004	1	0.1%
10.56999969	1	0.1%
10.30000019	1	0.1%
9.479999542	1	0.1%
9.460000038	1	0.1%
8.970000267	1	0.1%
8.789999962	1	0.1%
8.680000305	1	0.1%
8.409999847	1	0.1%
8.270000458	1	0.1%

SedentaryActiveDistance
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.001606383

Minimum	0
Maximum	0.11
Zeros	858
Zeros (%)	91.3%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.0099999998
Maximum	0.11
Range	0.11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0073461763
Coefficient of variation (CV)	4.5731164
Kurtosis	99.127446
Mean	0.001606383
Median Absolute Deviation (MAD)	0
Skewness	8.5898992
Sum	1.51
Variance	5.3966306 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	858	91.3%
0.009999999776	50	5.3%
0.01999999955	21	2.2%
0.02999999933	4	0.4%
0.05000000075	3	0.3%
0.0700000003	1	0.1%
0.03999999911	1	0.1%
0.1099999994	1	0.1%
0.1000000015	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	858	91.3%
0.009999999776	50	5.3%
0.01999999955	21	2.2%
0.02999999933	4	0.4%
0.03999999911	1	0.1%
0.05000000075	3	0.3%
0.0700000003	1	0.1%
0.1000000015	1	0.1%
0.1099999994	1	0.1%

Value	Count	Frequency (%)
0.1099999994	1	0.1%
0.1000000015	1	0.1%
0.0700000003	1	0.1%
0.05000000075	3	0.3%
0.03999999911	1	0.1%
0.02999999933	4	0.4%
0.01999999955	21	2.2%
0.009999999776	50	5.3%
0	858	91.3%

VeryActiveMinutes
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	122
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.164894

Minimum	0
Maximum	210
Zeros	409
Zeros (%)	43.5%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	32
95-th percentile	93.05
Maximum	210
Range	210
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	32.844803
Coefficient of variation (CV)	1.551853
Kurtosis	5.7780701
Mean	21.164894
Median Absolute Deviation (MAD)	4
Skewness	2.1761432
Sum	19895
Variance	1078.7811
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	409	43.5%
1	23	2.4%
2	18	1.9%
3	16	1.7%
8	15	1.6%
6	14	1.5%
11	14	1.5%
19	13	1.4%
5	13	1.4%
14	12	1.3%
Other values (112)	393	41.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	409	43.5%
1	23	2.4%
2	18	1.9%
3	16	1.7%
4	10	1.1%
5	13	1.4%
6	14	1.5%
7	11	1.2%
8	15	1.6%
9	7	0.7%

Value	Count	Frequency (%)
210	1	0.1%
207	1	0.1%
200	1	0.1%
194	1	0.1%
186	1	0.1%
184	1	0.1%
137	1	0.1%
132	1	0.1%
129	1	0.1%
125	2	0.2%

FairlyActiveMinutes
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	81
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.564894

Minimum	0
Maximum	143
Zeros	384
Zeros (%)	40.9%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	19
95-th percentile	51
Maximum	143
Range	143
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	19.987404
Coefficient of variation (CV)	1.4734656
Kurtosis	7.9957314
Mean	13.564894
Median Absolute Deviation (MAD)	6
Skewness	2.479492
Sum	12751
Variance	399.49632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	384	40.9%
8	36	3.8%
6	23	2.4%
5	23	2.4%
16	22	2.3%
7	20	2.1%
10	19	2.0%
9	19	2.0%
13	18	1.9%
11	18	1.9%
Other values (71)	358	38.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	384	40.9%
1	10	1.1%
2	8	0.9%
3	9	1.0%
4	14	1.5%
5	23	2.4%
6	23	2.4%
7	20	2.1%
8	36	3.8%
9	19	2.0%

Value	Count	Frequency (%)
143	1	0.1%
125	1	0.1%
122	1	0.1%
116	1	0.1%
115	1	0.1%
113	1	0.1%
98	1	0.1%
96	1	0.1%
95	5	0.5%
94	1	0.1%

LightlyActiveMinutes
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	335
Distinct (%)	35.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	192.81277

Minimum	0
Maximum	518
Zeros	84
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	127
median	199
Q3	264
95-th percentile	369.05
Maximum	518
Range	518
Interquartile range (IQR)	137

Descriptive statistics

Standard deviation	109.1747
Coefficient of variation (CV)	0.56622132
Kurtosis	-0.36011793
Mean	192.81277
Median Absolute Deviation (MAD)	69
Skewness	-0.037929343
Sum	181244
Variance	11919.115
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	84	8.9%
206	12	1.3%
258	10	1.1%
195	9	1.0%
214	8	0.9%
139	7	0.7%
238	7	0.7%
141	7	0.7%
199	7	0.7%
227	7	0.7%
Other values (325)	782	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	84	8.9%
1	3	0.3%
2	4	0.4%
3	3	0.3%
4	1	0.1%
9	3	0.3%
10	2	0.2%
11	1	0.1%
12	2	0.2%
15	1	0.1%

Value	Count	Frequency (%)
518	1	0.1%
513	1	0.1%
512	1	0.1%
487	1	0.1%
480	1	0.1%
475	1	0.1%
461	1	0.1%
458	1	0.1%
448	1	0.1%
439	1	0.1%

SedentaryMinutes
Real number (ℝ)

Distinct	549
Distinct (%)	58.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	991.21064

Minimum	0
Maximum	1440
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	536.7
Q1	729.75
median	1057.5
Q3	1229.5
95-th percentile	1440
Maximum	1440
Range	1440
Interquartile range (IQR)	499.75

Descriptive statistics

Standard deviation	301.26744
Coefficient of variation (CV)	0.30393887
Kurtosis	-0.66595003
Mean	991.21064
Median Absolute Deviation (MAD)	261
Skewness	-0.29449809
Sum	931738
Variance	90762.068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1440	79	8.4%
1182	7	0.7%
692	6	0.6%
1112	5	0.5%
1131	5	0.5%
1122	5	0.5%
1105	5	0.5%
709	5	0.5%
1119	5	0.5%
728	5	0.5%
Other values (539)	813	86.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
2	1	0.1%
13	1	0.1%
48	1	0.1%
111	1	0.1%
125	1	0.1%
127	1	0.1%
218	1	0.1%
222	1	0.1%
241	1	0.1%

Value	Count	Frequency (%)
1440	79	8.4%
1439	3	0.3%
1438	3	0.3%
1437	2	0.2%
1431	1	0.1%
1430	2	0.2%
1428	1	0.1%
1423	1	0.1%
1420	1	0.1%
1413	1	0.1%

Calories
Real number (ℝ)

HIGH CORRELATION

Distinct	734
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2303.6096

Minimum	0
Maximum	4900
Zeros	4
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	7.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1372.85
Q1	1828.5
median	2134
Q3	2793.25
95-th percentile	3654.25
Maximum	4900
Range	4900
Interquartile range (IQR)	964.75

Descriptive statistics

Standard deviation	718.16686
Coefficient of variation (CV)	0.3117572
Kurtosis	0.62502694
Mean	2303.6096
Median Absolute Deviation (MAD)	467
Skewness	0.42245048
Sum	2165393
Variance	515763.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1980	13	1.4%
2063	11	1.2%
1841	9	1.0%
1688	9	1.0%
1347	8	0.9%
2225	4	0.4%
1819	4	0.4%
2044	4	0.4%
1922	4	0.4%
0	4	0.4%
Other values (724)	870	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.4%
52	1	0.1%
57	1	0.1%
120	1	0.1%
257	1	0.1%
403	1	0.1%
665	1	0.1%
741	1	0.1%
928	1	0.1%
1002	1	0.1%

Value	Count	Frequency (%)
4900	1	0.1%
4552	1	0.1%
4547	1	0.1%
4546	1	0.1%
4501	1	0.1%
4398	1	0.1%
4392	1	0.1%
4274	1	0.1%
4236	1	0.1%
4163	1	0.1%

Auto

Heatmap
Table

	Calories	FairlyActiveMinutes	Id	LightActiveDistance	LightlyActiveMinutes	LoggedActivitiesDistance	ModeratelyActiveDistance	SedentaryActiveDistance	SedentaryMinutes	TotalDistance	TotalSteps	TrackerDistance	VeryActiveDistance	VeryActiveMinutes
Calories	1.000	0.435	0.414	0.465	0.286	0.226	0.403	0.010	-0.152	0.617	0.559	0.617	0.497	0.540
FairlyActiveMinutes	0.435	1.000	0.226	0.345	0.232	0.133	0.980	-0.103	-0.314	0.685	0.689	0.686	0.743	0.746
Id	0.414	0.226	1.000	0.030	-0.084	0.210	0.111	-0.114	-0.064	0.199	0.158	0.197	0.223	0.251
LightActiveDistance	0.465	0.345	0.030	1.000	0.878	0.139	0.361	0.142	-0.466	0.715	0.715	0.714	0.285	0.285
LightlyActiveMinutes	0.286	0.232	-0.084	0.878	1.000	0.057	0.244	0.194	-0.480	0.559	0.581	0.558	0.158	0.152
LoggedActivitiesDistance	0.226	0.133	0.210	0.139	0.057	1.000	0.157	0.010	-0.087	0.203	0.180	0.193	0.226	0.265
ModeratelyActiveDistance	0.403	0.980	0.111	0.361	0.244	0.157	1.000	-0.096	-0.308	0.701	0.704	0.701	0.749	0.734
SedentaryActiveDistance	0.010	-0.103	-0.114	0.142	0.194	0.010	-0.096	1.000	0.096	0.013	0.015	0.011	-0.064	-0.057
SedentaryMinutes	-0.152	-0.314	-0.064	-0.466	-0.480	-0.087	-0.308	0.096	1.000	-0.414	-0.428	-0.415	-0.235	-0.241
TotalDistance	0.617	0.685	0.199	0.715	0.559	0.203	0.701	0.013	-0.414	1.000	0.992	1.000	0.776	0.752
TotalSteps	0.559	0.689	0.158	0.715	0.581	0.180	0.704	0.015	-0.428	0.992	1.000	0.992	0.770	0.749
TrackerDistance	0.617	0.686	0.197	0.714	0.558	0.193	0.701	0.011	-0.415	1.000	0.992	1.000	0.775	0.751
VeryActiveDistance	0.497	0.743	0.223	0.285	0.158	0.226	0.749	-0.064	-0.235	0.776	0.770	0.775	1.000	0.970
VeryActiveMinutes	0.540	0.746	0.251	0.285	0.152	0.265	0.734	-0.057	-0.241	0.752	0.749	0.751	0.970	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Id	ActivityDate	TotalSteps	TotalDistance	TrackerDistance	VeryActiveDistance	ModeratelyActiveDistance	LightActiveDistance	VeryActiveMinutes	FairlyActiveMinutes	LightlyActiveMinutes	SedentaryMinutes	Calories
0	1503960366	2016-04-12	13162	8.50	8.50	1.88	0.55	6.06	25	13	328	728	1985
1	1503960366	2016-04-13	10735	6.97	6.97	1.57	0.69	4.71	21	19	217	776	1797
2	1503960366	2016-04-14	10460	6.74	6.74	2.44	0.40	3.91	30	11	181	1218	1776
3	1503960366	2016-04-15	9762	6.28	6.28	2.14	1.26	2.83	29	34	209	726	1745
4	1503960366	2016-04-16	12669	8.16	8.16	2.71	0.41	5.04	36	10	221	773	1863
5	1503960366	2016-04-17	9705	6.48	6.48	3.19	0.78	2.51	38	20	164	539	1728
6	1503960366	2016-04-18	13019	8.59	8.59	3.25	0.64	4.71	42	16	233	1149	1921
7	1503960366	2016-04-19	15506	9.88	9.88	3.53	1.32	5.03	50	31	264	775	2035
8	1503960366	2016-04-20	10544	6.68	6.68	1.96	0.48	4.24	28	12	205	818	1786
9	1503960366	2016-04-21	9819	6.34	6.34	1.34	0.35	4.65	19	8	211	838	1775

	Id	ActivityDate	TotalSteps	TotalDistance	TrackerDistance	VeryActiveDistance	ModeratelyActiveDistance	LightActiveDistance	SedentaryActiveDistance	VeryActiveMinutes	FairlyActiveMinutes	LightlyActiveMinutes	SedentaryMinutes	Calories
930	8877689391	2016-05-03	10818	8.210000	8.210000	1.39	0.10	6.67	0.01	19	3	229	1189	2817
931	8877689391	2016-05-04	18193	16.299999	16.299999	10.42	0.31	5.53	0.00	66	8	212	1154	3477
932	8877689391	2016-05-05	14055	10.670000	10.670000	5.46	0.82	4.37	0.00	67	15	188	1170	3052
933	8877689391	2016-05-06	21727	19.340000	19.340000	12.79	0.29	6.16	0.00	96	17	232	1095	4015
934	8877689391	2016-05-07	12332	8.130000	8.130000	0.08	0.96	6.99	0.00	105	28	271	1036	4142
935	8877689391	2016-05-08	10686	8.110000	8.110000	1.08	0.20	6.80	0.00	17	4	245	1174	2847
936	8877689391	2016-05-09	20226	18.250000	18.250000	11.10	0.80	6.24	0.05	73	19	217	1131	3710
937	8877689391	2016-05-10	10733	8.150000	8.150000	1.35	0.46	6.28	0.00	18	11	224	1187	2832
938	8877689391	2016-05-11	21420	19.559999	19.559999	13.22	0.41	5.89	0.00	88	12	213	1127	3832
939	8877689391	2016-05-12	8064	6.120000	6.120000	1.82	0.04	4.25	0.00	23	1	137	770	1849

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample